Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 400 |
| Missing cells | 1009 |
| Missing cells (%) | 9.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 81.4 KiB |
| Average record size in memory | 208.3 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 9 |
| Text | 1 |
| Boolean | 5 |
id is highly overall correlated with albumin and 6 other fields | High correlation |
albumin is highly overall correlated with id and 7 other fields | High correlation |
sugar is highly overall correlated with blood_glucose_random and 1 other fields | High correlation |
blood_glucose_random is highly overall correlated with sugar and 1 other fields | High correlation |
blood_urea is highly overall correlated with serum_creatinine and 1 other fields | High correlation |
serum_creatinine is highly overall correlated with id and 3 other fields | High correlation |
sodium is highly overall correlated with albumin and 1 other fields | High correlation |
potassium is highly overall correlated with packed_cell_volume and 1 other fields | High correlation |
hemoglobin is highly overall correlated with id and 10 other fields | High correlation |
specific_gravity is highly overall correlated with classification | High correlation |
red_blood_cells is highly overall correlated with id and 3 other fields | High correlation |
pus_cell is highly overall correlated with albumin and 4 other fields | High correlation |
pus_cell_clumps is highly overall correlated with pus_cell | High correlation |
packed_cell_volume is highly overall correlated with potassium and 7 other fields | High correlation |
red_blood_cell_count is highly overall correlated with potassium and 6 other fields | High correlation |
hypertension is highly overall correlated with id and 6 other fields | High correlation |
diabetes_mellitus is highly overall correlated with id and 7 other fields | High correlation |
coronary_artery_disease is highly overall correlated with red_blood_cell_count | High correlation |
anemia is highly overall correlated with hemoglobin and 2 other fields | High correlation |
classification is highly overall correlated with id and 8 other fields | High correlation |
pus_cell_clumps is highly imbalanced (51.2%) | Imbalance |
bacteria is highly imbalanced (69.0%) | Imbalance |
coronary_artery_disease is highly imbalanced (57.9%) | Imbalance |
age has 9 (2.2%) missing values | Missing |
blood_pressure has 12 (3.0%) missing values | Missing |
specific_gravity has 47 (11.8%) missing values | Missing |
albumin has 46 (11.5%) missing values | Missing |
sugar has 49 (12.2%) missing values | Missing |
red_blood_cells has 152 (38.0%) missing values | Missing |
pus_cell has 65 (16.2%) missing values | Missing |
blood_glucose_random has 44 (11.0%) missing values | Missing |
blood_urea has 19 (4.8%) missing values | Missing |
serum_creatinine has 17 (4.2%) missing values | Missing |
sodium has 87 (21.8%) missing values | Missing |
potassium has 88 (22.0%) missing values | Missing |
hemoglobin has 52 (13.0%) missing values | Missing |
packed_cell_volume has 70 (17.5%) missing values | Missing |
white_blood_cell_count has 105 (26.2%) missing values | Missing |
red_blood_cell_count has 130 (32.5%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
albumin has 199 (49.8%) zeros | Zeros |
sugar has 290 (72.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-20 15:08:39.495976 |
|---|---|
| Analysis finished | 2023-11-20 15:09:01.710798 |
| Duration | 22.21 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
id
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 400 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 199.5 |
| Minimum | 0 |
|---|---|
| Maximum | 399 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19.95 |
| Q1 | 99.75 |
| median | 199.5 |
| Q3 | 299.25 |
| 95-th percentile | 379.05 |
| Maximum | 399 |
| Range | 399 |
| Interquartile range (IQR) | 199.5 |
Descriptive statistics
| Standard deviation | 115.6143 |
|---|---|
| Coefficient of variation (CV) | 0.57952031 |
| Kurtosis | -1.2 |
| Mean | 199.5 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 0 |
| Sum | 79800 |
| Variance | 13366.667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 263 | 1 | 0.2% |
| 273 | 1 | 0.2% |
| 272 | 1 | 0.2% |
| 271 | 1 | 0.2% |
| 270 | 1 | 0.2% |
| 269 | 1 | 0.2% |
| 268 | 1 | 0.2% |
| 267 | 1 | 0.2% |
| 266 | 1 | 0.2% |
| Other values (390) | 390 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 399 | 1 | |
| 398 | 1 | |
| 397 | 1 | |
| 396 | 1 | |
| 395 | 1 | |
| 394 | 1 | |
| 393 | 1 | |
| 392 | 1 | |
| 391 | 1 | |
| 390 | 1 |
age
Real number (ℝ)
MISSING
| Distinct | 76 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 9 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.483376 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 42 |
| median | 55 |
| Q3 | 64.5 |
| 95-th percentile | 74.5 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 22.5 |
Descriptive statistics
| Standard deviation | 17.169714 |
|---|---|
| Coefficient of variation (CV) | 0.33350016 |
| Kurtosis | 0.057840495 |
| Mean | 51.483376 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.66825947 |
| Sum | 20130 |
| Variance | 294.79908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 19 | 4.8% |
| 65 | 17 | 4.2% |
| 48 | 12 | 3.0% |
| 50 | 12 | 3.0% |
| 55 | 12 | 3.0% |
| 47 | 11 | 2.8% |
| 56 | 10 | 2.5% |
| 59 | 10 | 2.5% |
| 45 | 10 | 2.5% |
| 54 | 10 | 2.5% |
| Other values (66) | 268 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.2% |
| 3 | 1 | 0.2% |
| 4 | 1 | 0.2% |
| 5 | 2 | |
| 6 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 8 | 3 | |
| 11 | 1 | 0.2% |
| 12 | 2 | |
| 14 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.2% |
| 83 | 1 | 0.2% |
| 82 | 1 | 0.2% |
| 81 | 1 | 0.2% |
| 80 | 4 | |
| 79 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 76 | 5 | |
| 75 | 5 | |
| 74 | 3 |
blood_pressure
Real number (ℝ)
MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 12 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.469072 |
| Minimum | 50 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 70 |
| median | 80 |
| Q3 | 80 |
| 95-th percentile | 100 |
| Maximum | 180 |
| Range | 130 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 13.683637 |
|---|---|
| Coefficient of variation (CV) | 0.17894342 |
| Kurtosis | 8.6460952 |
| Mean | 76.469072 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.605429 |
| Sum | 29670 |
| Variance | 187.24194 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 80 | 116 | |
| 70 | 112 | |
| 60 | 71 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 50 | 5 | 1.2% |
| 110 | 3 | 0.8% |
| 140 | 1 | 0.2% |
| 180 | 1 | 0.2% |
| 120 | 1 | 0.2% |
| (Missing) | 12 | 3.0% |
| Value | Count | Frequency (%) |
| 50 | 5 | 1.2% |
| 60 | 71 | |
| 70 | 112 | |
| 80 | 116 | |
| 90 | 53 | |
| 100 | 25 | 6.2% |
| 110 | 3 | 0.8% |
| 120 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 180 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 180 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 120 | 1 | 0.2% |
| 110 | 3 | 0.8% |
| 100 | 25 | 6.2% |
| 90 | 53 | |
| 80 | 116 | |
| 70 | 112 | |
| 60 | 71 | |
| 50 | 5 | 1.2% |
specific_gravity
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 47 |
| Missing (%) | 11.8% |
| Memory size | 3.2 KiB |
| 1.02 | |
|---|---|
| 1.01 | |
| 1.025 | |
| 1.015 | |
| 1.005 | 7 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.4617564 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1575 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.02 |
|---|---|
| 2nd row | 1.02 |
| 3rd row | 1.01 |
| 4th row | 1.005 |
| 5th row | 1.01 |
Common Values
| Value | Count | Frequency (%) |
| 1.02 | 106 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 1.8% |
| (Missing) | 47 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.02 | 106 | |
| 1.01 | 84 | |
| 1.025 | 81 | |
| 1.015 | 75 | |
| 1.005 | 7 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1222 | |
| Other Punctuation | 353 | 22.4% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| 2 | 187 | 15.3% |
| 5 | 163 | 13.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 353 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1575 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1575 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 0 | 360 | |
| . | 353 | |
| 2 | 187 | 11.9% |
| 5 | 163 | 10.3% |
albumin
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 46 |
| Missing (%) | 11.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0169492 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 199 |
| Zeros (%) | 49.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3526789 |
|---|---|
| Coefficient of variation (CV) | 1.3301343 |
| Kurtosis | -0.3833766 |
| Mean | 1.0169492 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99815724 |
| Sum | 360 |
| Variance | 1.8297402 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 44 | 11.0% |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| (Missing) | 46 | 11.5% |
| Value | Count | Frequency (%) |
| 0 | 199 | |
| 1 | 44 | 11.0% |
| 2 | 43 | 10.8% |
| 3 | 43 | 10.8% |
| 4 | 24 | 6.0% |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.2% |
| 4 | 24 | 6.0% |
| 3 | 43 | 10.8% |
| 2 | 43 | 10.8% |
| 1 | 44 | 11.0% |
| 0 | 199 |
sugar
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 49 |
| Missing (%) | 12.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.45014245 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 290 |
| Zeros (%) | 72.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0991913 |
|---|---|
| Coefficient of variation (CV) | 2.4418742 |
| Kurtosis | 5.055348 |
| Mean | 0.45014245 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4642618 |
| Sum | 158 |
| Variance | 1.2082214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 1 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| (Missing) | 49 | 12.2% |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 1 | 13 | 3.2% |
| 2 | 18 | 4.5% |
| 3 | 14 | 3.5% |
| 4 | 13 | 3.2% |
| 5 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 5 | 3 | 0.8% |
| 4 | 13 | 3.2% |
| 3 | 14 | 3.5% |
| 2 | 18 | 4.5% |
| 1 | 13 | 3.2% |
| 0 | 290 |
red_blood_cells
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 152 |
| Missing (%) | 38.0% |
| Memory size | 3.2 KiB |
| normal | |
|---|---|
| abnormal |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.3790323 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1582 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | normal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 201 | |
| abnormal | 47 | 11.8% |
| (Missing) | 152 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 201 | |
| abnormal | 47 | 19.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1582 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1582 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 295 | |
| n | 248 | |
| o | 248 | |
| r | 248 | |
| m | 248 | |
| l | 248 | |
| b | 47 | 3.0% |
pus_cell
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 65 |
| Missing (%) | 16.2% |
| Memory size | 3.2 KiB |
| normal | |
|---|---|
| abnormal |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.4537313 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2162 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | abnormal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 259 | |
| abnormal | 76 | 19.0% |
| (Missing) | 65 | 16.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 259 | |
| abnormal | 76 | 22.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2162 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2162 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2162 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 411 | |
| n | 335 | |
| o | 335 | |
| r | 335 | |
| m | 335 | |
| l | 335 | |
| b | 76 | 3.5% |
pus_cell_clumps
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 4 |
| Missing (%) | 1.0% |
| Memory size | 3.2 KiB |
| notpresent | |
|---|---|
| present |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.6818182 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3834 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | notpresent |
|---|---|
| 2nd row | notpresent |
| 3rd row | notpresent |
| 4th row | present |
| 5th row | notpresent |
Common Values
| Value | Count | Frequency (%) |
| notpresent | 354 | |
| present | 42 | 10.5% |
| (Missing) | 4 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| notpresent | 354 | |
| present | 42 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3834 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3834 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3834 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 750 | |
| t | 750 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 354 |
bacteria
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 4 |
| Missing (%) | 1.0% |
| Memory size | 3.2 KiB |
| notpresent | |
|---|---|
| present | 22 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.8333333 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3894 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | notpresent |
|---|---|
| 2nd row | notpresent |
| 3rd row | notpresent |
| 4th row | notpresent |
| 5th row | notpresent |
Common Values
| Value | Count | Frequency (%) |
| notpresent | 374 | |
| present | 22 | 5.5% |
| (Missing) | 4 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| notpresent | 374 | |
| present | 22 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3894 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3894 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3894 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 792 | |
| n | 770 | |
| t | 770 | |
| p | 396 | |
| r | 396 | |
| s | 396 | |
| o | 374 |
blood_glucose_random
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 146 |
|---|---|
| Distinct (%) | 41.0% |
| Missing | 44 |
| Missing (%) | 11.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 148.03652 |
| Minimum | 22 |
|---|---|
| Maximum | 490 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 78.75 |
| Q1 | 99 |
| median | 121 |
| Q3 | 163 |
| 95-th percentile | 307.25 |
| Maximum | 490 |
| Range | 468 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 79.281714 |
|---|---|
| Coefficient of variation (CV) | 0.53555512 |
| Kurtosis | 4.2255936 |
| Mean | 148.03652 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.0107732 |
| Sum | 52701 |
| Variance | 6285.5902 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99 | 10 | 2.5% |
| 93 | 9 | 2.2% |
| 100 | 9 | 2.2% |
| 107 | 8 | 2.0% |
| 131 | 6 | 1.5% |
| 140 | 6 | 1.5% |
| 109 | 6 | 1.5% |
| 92 | 6 | 1.5% |
| 117 | 6 | 1.5% |
| 130 | 6 | 1.5% |
| Other values (136) | 284 | |
| (Missing) | 44 | 11.0% |
| Value | Count | Frequency (%) |
| 22 | 1 | 0.2% |
| 70 | 5 | |
| 74 | 3 | |
| 75 | 2 | 0.5% |
| 76 | 4 | |
| 78 | 3 | |
| 79 | 3 | |
| 80 | 2 | 0.5% |
| 81 | 3 | |
| 82 | 3 |
| Value | Count | Frequency (%) |
| 490 | 2 | |
| 463 | 1 | |
| 447 | 1 | |
| 425 | 1 | |
| 424 | 2 | |
| 423 | 1 | |
| 415 | 1 | |
| 410 | 1 | |
| 380 | 1 | |
| 360 | 2 |
blood_urea
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 118 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 19 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.425722 |
| Minimum | 1.5 |
|---|---|
| Maximum | 391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 27 |
| median | 42 |
| Q3 | 66 |
| 95-th percentile | 162 |
| Maximum | 391 |
| Range | 389.5 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 50.503006 |
|---|---|
| Coefficient of variation (CV) | 0.87944921 |
| Kurtosis | 9.3452886 |
| Mean | 57.425722 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.6343745 |
| Sum | 21879.2 |
| Variance | 2550.5536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 15 | 3.8% |
| 25 | 13 | 3.2% |
| 19 | 11 | 2.8% |
| 40 | 10 | 2.5% |
| 15 | 9 | 2.2% |
| 48 | 9 | 2.2% |
| 50 | 9 | 2.2% |
| 18 | 9 | 2.2% |
| 32 | 8 | 2.0% |
| 49 | 8 | 2.0% |
| Other values (108) | 280 | |
| (Missing) | 19 | 4.8% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.2% |
| 10 | 2 | 0.5% |
| 15 | 9 | |
| 16 | 7 | |
| 17 | 7 | |
| 18 | 9 | |
| 19 | 11 | |
| 20 | 7 | |
| 21 | 1 | 0.2% |
| 22 | 6 |
| Value | Count | Frequency (%) |
| 391 | 1 | |
| 322 | 1 | |
| 309 | 1 | |
| 241 | 1 | |
| 235 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 217 | 1 | |
| 215 | 1 | |
| 208 | 1 |
serum_creatinine
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 84 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 17 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0724543 |
| Minimum | 0.4 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.9 |
| median | 1.3 |
| Q3 | 2.8 |
| 95-th percentile | 11.89 |
| Maximum | 76 |
| Range | 75.6 |
| Interquartile range (IQR) | 1.9 |
Descriptive statistics
| Standard deviation | 5.7411261 |
|---|---|
| Coefficient of variation (CV) | 1.8685798 |
| Kurtosis | 79.304345 |
| Mean | 3.0724543 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 7.5095383 |
| Sum | 1176.75 |
| Variance | 32.960529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.2 | 40 | 10.0% |
| 1.1 | 24 | 6.0% |
| 0.5 | 23 | 5.8% |
| 1 | 23 | 5.8% |
| 0.9 | 22 | 5.5% |
| 0.7 | 22 | 5.5% |
| 0.6 | 18 | 4.5% |
| 0.8 | 17 | 4.2% |
| 2.2 | 10 | 2.5% |
| 1.5 | 9 | 2.2% |
| Other values (74) | 175 | |
| (Missing) | 17 | 4.2% |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.2% |
| 0.5 | 23 | |
| 0.6 | 18 | |
| 0.7 | 22 | |
| 0.8 | 17 | |
| 0.9 | 22 | |
| 1 | 23 | |
| 1.1 | 24 | |
| 1.2 | 40 | |
| 1.3 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 48.1 | 1 | |
| 32 | 1 | |
| 24 | 1 | |
| 18.1 | 1 | |
| 18 | 1 | |
| 16.9 | 1 | |
| 16.4 | 1 | |
| 15.2 | 1 | |
| 15 | 1 |
sodium
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 34 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 87 |
| Missing (%) | 21.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.52875 |
| Minimum | 4.5 |
|---|---|
| Maximum | 163 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 125 |
| Q1 | 135 |
| median | 138 |
| Q3 | 142 |
| 95-th percentile | 150 |
| Maximum | 163 |
| Range | 158.5 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 10.408752 |
|---|---|
| Coefficient of variation (CV) | 0.075684188 |
| Kurtosis | 85.53437 |
| Mean | 137.52875 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -6.9965686 |
| Sum | 43046.5 |
| Variance | 108.34212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 135 | 40 | |
| 140 | 25 | 6.2% |
| 141 | 22 | 5.5% |
| 139 | 21 | 5.2% |
| 142 | 20 | 5.0% |
| 138 | 20 | 5.0% |
| 137 | 19 | 4.8% |
| 150 | 17 | 4.2% |
| 136 | 17 | 4.2% |
| 147 | 13 | 3.2% |
| Other values (24) | 99 | |
| (Missing) | 87 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | 0.2% |
| 104 | 1 | 0.2% |
| 111 | 1 | 0.2% |
| 113 | 2 | |
| 114 | 2 | |
| 115 | 1 | 0.2% |
| 120 | 2 | |
| 122 | 2 | |
| 124 | 3 | |
| 125 | 2 |
| Value | Count | Frequency (%) |
| 163 | 1 | 0.2% |
| 150 | 17 | |
| 147 | 13 | |
| 146 | 10 | 2.5% |
| 145 | 11 | |
| 144 | 9 | 2.2% |
| 143 | 4 | 1.0% |
| 142 | 20 | |
| 141 | 22 | |
| 140 | 25 |
potassium
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 40 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 88 |
| Missing (%) | 22.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6272436 |
| Minimum | 2.5 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 3.8 |
| median | 4.4 |
| Q3 | 4.9 |
| 95-th percentile | 5.7 |
| Maximum | 47 |
| Range | 44.5 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 3.1939042 |
|---|---|
| Coefficient of variation (CV) | 0.69023904 |
| Kurtosis | 142.50591 |
| Mean | 4.6272436 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 11.582956 |
| Sum | 1443.7 |
| Variance | 10.201024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 3.5 | 30 | 7.5% |
| 5 | 30 | 7.5% |
| 4.9 | 27 | 6.8% |
| 4.7 | 17 | 4.2% |
| 4.8 | 16 | 4.0% |
| 4 | 14 | 3.5% |
| 4.1 | 14 | 3.5% |
| 4.4 | 14 | 3.5% |
| 3.9 | 14 | 3.5% |
| 3.8 | 14 | 3.5% |
| Other values (30) | 122 | |
| (Missing) | 88 |
| Value | Count | Frequency (%) |
| 2.5 | 2 | 0.5% |
| 2.7 | 1 | 0.2% |
| 2.8 | 1 | 0.2% |
| 2.9 | 3 | 0.8% |
| 3 | 2 | 0.5% |
| 3.2 | 3 | 0.8% |
| 3.3 | 3 | 0.8% |
| 3.4 | 5 | 1.2% |
| 3.5 | 30 | |
| 3.6 | 8 | 2.0% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.2% |
| 39 | 1 | 0.2% |
| 7.6 | 1 | 0.2% |
| 6.6 | 1 | 0.2% |
| 6.5 | 2 | |
| 6.4 | 1 | 0.2% |
| 6.3 | 3 | |
| 5.9 | 2 | |
| 5.8 | 2 | |
| 5.7 | 4 |
hemoglobin
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 115 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 52 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.526437 |
| Minimum | 3.1 |
|---|---|
| Maximum | 17.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 7.9 |
| Q1 | 10.3 |
| median | 12.65 |
| Q3 | 15 |
| 95-th percentile | 16.9 |
| Maximum | 17.8 |
| Range | 14.7 |
| Interquartile range (IQR) | 4.7 |
Descriptive statistics
| Standard deviation | 2.9125866 |
|---|---|
| Coefficient of variation (CV) | 0.23251517 |
| Kurtosis | -0.47139804 |
| Mean | 12.526437 |
| Median Absolute Deviation (MAD) | 2.35 |
| Skewness | -0.33509468 |
| Sum | 4359.2 |
| Variance | 8.4831608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 16 | 4.0% |
| 10.9 | 8 | 2.0% |
| 13.6 | 7 | 1.8% |
| 13 | 7 | 1.8% |
| 9.8 | 7 | 1.8% |
| 11.1 | 7 | 1.8% |
| 10.3 | 6 | 1.5% |
| 11.3 | 6 | 1.5% |
| 13.9 | 6 | 1.5% |
| 12 | 6 | 1.5% |
| Other values (105) | 272 | |
| (Missing) | 52 | 13.0% |
| Value | Count | Frequency (%) |
| 3.1 | 1 | |
| 4.8 | 1 | |
| 5.5 | 1 | |
| 5.6 | 1 | |
| 5.8 | 1 | |
| 6 | 2 | |
| 6.1 | 1 | |
| 6.2 | 1 | |
| 6.3 | 1 | |
| 6.6 | 1 |
| Value | Count | Frequency (%) |
| 17.8 | 3 | |
| 17.7 | 1 | 0.2% |
| 17.6 | 1 | 0.2% |
| 17.5 | 1 | 0.2% |
| 17.4 | 2 | |
| 17.3 | 1 | 0.2% |
| 17.2 | 2 | |
| 17.1 | 2 | |
| 17 | 4 | |
| 16.9 | 2 |
packed_cell_volume
Categorical
HIGH CORRELATION MISSING
| Distinct | 43 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 70 |
| Missing (%) | 17.5% |
| Memory size | 3.2 KiB |
| 41 | 21 |
|---|---|
| 52 | 21 |
| 48 | 19 |
| 44 | 19 |
| 40 | 16 |
| Other values (38) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.9939394 |
| Min length | 1 |
Characters and Unicode
| Total characters | 658 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | 2.7% |
Sample
| 1st row | 44 |
|---|---|
| 2nd row | 38 |
| 3rd row | 31 |
| 4th row | 32 |
| 5th row | 35 |
Common Values
| Value | Count | Frequency (%) |
| 41 | 21 | 5.2% |
| 52 | 21 | 5.2% |
| 48 | 19 | 4.8% |
| 44 | 19 | 4.8% |
| 40 | 16 | 4.0% |
| 43 | 15 | 3.8% |
| 42 | 13 | 3.2% |
| 45 | 13 | 3.2% |
| 50 | 12 | 3.0% |
| 32 | 12 | 3.0% |
| Other values (33) | 169 | |
| (Missing) | 70 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 41 | 21 | 6.4% |
| 52 | 21 | 6.4% |
| 48 | 19 | 5.8% |
| 44 | 19 | 5.8% |
| 40 | 16 | 4.8% |
| 43 | 15 | 4.5% |
| 42 | 13 | 3.9% |
| 45 | 13 | 3.9% |
| 36 | 12 | 3.6% |
| 28 | 12 | 3.6% |
| Other values (33) | 169 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.3% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 657 | |
| Other Punctuation | 1 | 0.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.3% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 658 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.3% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 658 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 175 | |
| 3 | 129 | |
| 2 | 96 | |
| 5 | 71 | |
| 1 | 41 | 6.2% |
| 0 | 38 | 5.8% |
| 8 | 37 | 5.6% |
| 6 | 28 | 4.3% |
| 9 | 23 | 3.5% |
| 7 | 19 | 2.9% |
MISSING
| Distinct | 90 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 105 |
| Missing (%) | 26.2% |
| Memory size | 3.2 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.2169492 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1244 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 32 ? |
|---|---|
| Unique (%) | 10.8% |
Sample
| 1st row | 7800 |
|---|---|
| 2nd row | 6000 |
| 3rd row | 7500 |
| 4th row | 6700 |
| 5th row | 7300 |
| Value | Count | Frequency (%) |
| 9800 | 11 | 3.7% |
| 6700 | 10 | 3.4% |
| 9600 | 9 | 3.1% |
| 7200 | 9 | 3.1% |
| 9200 | 9 | 3.1% |
| 6900 | 8 | 2.7% |
| 5800 | 8 | 2.7% |
| 11000 | 8 | 2.7% |
| 9100 | 7 | 2.4% |
| 9400 | 7 | 2.4% |
| Other values (80) | 209 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 8.0% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1243 | |
| Other Punctuation | 1 | 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 8.0% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1244 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 8.0% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1244 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 645 | |
| 1 | 99 | 8.0% |
| 9 | 75 | 6.0% |
| 6 | 75 | 6.0% |
| 7 | 75 | 6.0% |
| 8 | 67 | 5.4% |
| 5 | 66 | 5.3% |
| 2 | 55 | 4.4% |
| 4 | 50 | 4.0% |
| 3 | 36 | 2.9% |
red_blood_cell_count
Categorical
HIGH CORRELATION MISSING
| Distinct | 49 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 130 |
| Missing (%) | 32.5% |
| Memory size | 3.2 KiB |
| 5.2 | 18 |
|---|---|
| 4.5 | 16 |
| 4.9 | 14 |
| 4.7 | 11 |
| 3.9 | 10 |
| Other values (44) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.9481481 |
| Min length | 1 |
Characters and Unicode
| Total characters | 796 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | 5.2 |
|---|---|
| 2nd row | 3.9 |
| 3rd row | 4.6 |
| 4th row | 4.4 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5.2 | 18 | 4.5% |
| 4.5 | 16 | 4.0% |
| 4.9 | 14 | 3.5% |
| 4.7 | 11 | 2.8% |
| 3.9 | 10 | 2.5% |
| 4.8 | 10 | 2.5% |
| 4.6 | 9 | 2.2% |
| 3.4 | 9 | 2.2% |
| 6.1 | 8 | 2.0% |
| 3.7 | 8 | 2.0% |
| Other values (39) | 157 | |
| (Missing) | 130 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 5.2 | 18 | 6.7% |
| 4.5 | 16 | 5.9% |
| 4.9 | 14 | 5.2% |
| 4.7 | 11 | 4.1% |
| 3.9 | 10 | 3.7% |
| 4.8 | 10 | 3.7% |
| 4.6 | 9 | 3.3% |
| 3.4 | 9 | 3.3% |
| 5.0 | 8 | 3.0% |
| 5.9 | 8 | 3.0% |
| Other values (39) | 157 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (2) | 19 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 532 | |
| Other Punctuation | 264 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | |
| 6 | 52 | |
| 2 | 48 | |
| 9 | 34 | 6.4% |
| 8 | 27 | 5.1% |
| 7 | 26 | 4.9% |
| 1 | 22 | 4.1% |
| 0 | 18 | 3.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 263 | |
| ? | 1 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 796 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (2) | 19 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 796 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 263 | |
| 5 | 115 | |
| 4 | 115 | |
| 3 | 75 | 9.4% |
| 6 | 52 | 6.5% |
| 2 | 48 | 6.0% |
| 9 | 34 | 4.3% |
| 8 | 27 | 3.4% |
| 7 | 26 | 3.3% |
| 1 | 22 | 2.8% |
| Other values (2) | 19 | 2.4% |
hypertension
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 251 | |
| True | 147 | |
| (Missing) | 2 | 0.5% |
diabetes_mellitus
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 261 | |
| True | 137 | |
| (Missing) | 2 | 0.5% |
coronary_artery_disease
Boolean
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2 |
| Missing (%) | 0.5% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | 34 |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 364 | |
| True | 34 | 8.5% |
| (Missing) | 2 | 0.5% |
appet
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 3.2 KiB |
| good | |
|---|---|
| poor |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1596 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | good |
|---|---|
| 2nd row | good |
| 3rd row | poor |
| 4th row | poor |
| 5th row | good |
Common Values
| Value | Count | Frequency (%) |
| good | 317 | |
| poor | 82 | 20.5% |
| (Missing) | 1 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 317 | |
| poor | 82 | 20.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1596 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1596 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1596 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 798 | |
| g | 317 | 19.9% |
| d | 317 | 19.9% |
| p | 82 | 5.1% |
| r | 82 | 5.1% |
pedal_edema
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 323 | |
| True | 76 | 19.0% |
| (Missing) | 1 | 0.2% |
anemia
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 339 | |
| True | 60 | 15.0% |
| (Missing) | 1 | 0.2% |
classification
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 400 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 400 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 400 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 400 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 250 | |
| 0 | 150 |
| id | age | blood_pressure | albumin | sugar | blood_glucose_random | blood_urea | serum_creatinine | sodium | potassium | hemoglobin | specific_gravity | red_blood_cells | pus_cell | pus_cell_clumps | bacteria | packed_cell_volume | red_blood_cell_count | hypertension | diabetes_mellitus | coronary_artery_disease | appet | pedal_edema | anemia | classification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.217 | -0.248 | -0.611 | -0.302 | -0.351 | -0.343 | -0.601 | 0.489 | -0.030 | 0.682 | 0.382 | 0.526 | 0.404 | 0.239 | 0.156 | 0.280 | 0.274 | 0.549 | 0.527 | 0.188 | 0.397 | 0.332 | 0.263 | 0.949 |
| age | -0.217 | 1.000 | 0.123 | 0.213 | 0.281 | 0.299 | 0.309 | 0.350 | -0.134 | 0.072 | -0.230 | 0.088 | 0.064 | 0.133 | 0.180 | 0.073 | 0.069 | 0.037 | 0.392 | 0.367 | 0.208 | 0.129 | 0.116 | 0.127 | 0.349 |
| blood_pressure | -0.248 | 0.123 | 1.000 | 0.195 | 0.217 | 0.177 | 0.184 | 0.305 | -0.137 | 0.091 | -0.276 | 0.170 | 0.390 | 0.290 | 0.157 | 0.127 | 0.416 | 0.432 | 0.357 | 0.284 | 0.000 | 0.254 | 0.160 | 0.286 | 0.442 |
| albumin | -0.611 | 0.213 | 0.195 | 1.000 | 0.358 | 0.372 | 0.495 | 0.641 | -0.534 | 0.053 | -0.683 | 0.287 | 0.533 | 0.588 | 0.453 | 0.410 | 0.385 | 0.412 | 0.549 | 0.458 | 0.332 | 0.377 | 0.474 | 0.344 | 0.726 |
| sugar | -0.302 | 0.281 | 0.217 | 0.358 | 1.000 | 0.602 | 0.223 | 0.356 | -0.229 | 0.055 | -0.296 | 0.183 | 0.213 | 0.222 | 0.197 | 0.186 | 0.240 | 0.273 | 0.370 | 0.549 | 0.382 | 0.257 | 0.165 | 0.145 | 0.366 |
| blood_glucose_random | -0.351 | 0.299 | 0.177 | 0.372 | 0.602 | 1.000 | 0.195 | 0.359 | -0.261 | 0.072 | -0.349 | 0.209 | 0.364 | 0.387 | 0.176 | 0.104 | 0.000 | 0.191 | 0.446 | 0.576 | 0.306 | 0.250 | 0.207 | 0.135 | 0.459 |
| blood_urea | -0.343 | 0.309 | 0.184 | 0.495 | 0.223 | 0.195 | 1.000 | 0.703 | -0.414 | 0.212 | -0.592 | 0.197 | 0.322 | 0.408 | 0.207 | 0.230 | 0.457 | 0.409 | 0.471 | 0.365 | 0.278 | 0.265 | 0.318 | 0.454 | 0.381 |
| serum_creatinine | -0.601 | 0.350 | 0.305 | 0.641 | 0.356 | 0.359 | 0.703 | 1.000 | -0.497 | 0.129 | -0.726 | 0.139 | 0.209 | 0.241 | 0.000 | 0.000 | 0.383 | 0.477 | 0.180 | 0.179 | 0.143 | 0.141 | 0.272 | 0.375 | 0.185 |
| sodium | 0.489 | -0.134 | -0.137 | -0.534 | -0.229 | -0.261 | -0.414 | -0.497 | 1.000 | 0.021 | 0.511 | 0.232 | 0.292 | 0.345 | 0.261 | 0.160 | 0.256 | 0.311 | 0.364 | 0.301 | 0.211 | 0.240 | 0.216 | 0.328 | 0.396 |
| potassium | -0.030 | 0.072 | 0.091 | 0.053 | 0.055 | 0.072 | 0.212 | 0.129 | 0.021 | 1.000 | -0.063 | 0.039 | 0.000 | 0.185 | 0.000 | 0.000 | 0.511 | 0.550 | 0.059 | 0.016 | 0.000 | 0.075 | 0.135 | 0.168 | 0.000 |
| hemoglobin | 0.682 | -0.230 | -0.276 | -0.683 | -0.296 | -0.349 | -0.592 | -0.726 | 0.511 | -0.063 | 1.000 | 0.322 | 0.489 | 0.552 | 0.368 | 0.232 | 0.691 | 0.470 | 0.605 | 0.521 | 0.271 | 0.431 | 0.436 | 0.690 | 0.846 |
| specific_gravity | 0.382 | 0.088 | 0.170 | 0.287 | 0.183 | 0.209 | 0.197 | 0.139 | 0.232 | 0.039 | 0.322 | 1.000 | 0.435 | 0.385 | 0.284 | 0.204 | 0.296 | 0.388 | 0.419 | 0.450 | 0.158 | 0.274 | 0.352 | 0.249 | 0.789 |
| red_blood_cells | 0.526 | 0.064 | 0.390 | 0.533 | 0.213 | 0.364 | 0.322 | 0.209 | 0.292 | 0.000 | 0.489 | 0.435 | 1.000 | 0.410 | 0.069 | 0.148 | 0.539 | 0.438 | 0.289 | 0.321 | 0.161 | 0.262 | 0.282 | 0.163 | 0.542 |
| pus_cell | 0.404 | 0.133 | 0.290 | 0.588 | 0.222 | 0.387 | 0.408 | 0.241 | 0.345 | 0.185 | 0.552 | 0.385 | 0.410 | 1.000 | 0.501 | 0.311 | 0.575 | 0.569 | 0.372 | 0.289 | 0.194 | 0.303 | 0.403 | 0.315 | 0.452 |
| pus_cell_clumps | 0.239 | 0.180 | 0.157 | 0.453 | 0.197 | 0.176 | 0.207 | 0.000 | 0.261 | 0.000 | 0.368 | 0.284 | 0.069 | 0.501 | 1.000 | 0.252 | 0.348 | 0.334 | 0.177 | 0.145 | 0.165 | 0.171 | 0.077 | 0.155 | 0.250 |
| bacteria | 0.156 | 0.073 | 0.127 | 0.410 | 0.186 | 0.104 | 0.230 | 0.000 | 0.160 | 0.000 | 0.232 | 0.204 | 0.148 | 0.311 | 0.252 | 1.000 | 0.221 | 0.255 | 0.056 | 0.043 | 0.133 | 0.125 | 0.108 | 0.000 | 0.167 |
| packed_cell_volume | 0.280 | 0.069 | 0.416 | 0.385 | 0.240 | 0.000 | 0.457 | 0.383 | 0.256 | 0.511 | 0.691 | 0.296 | 0.539 | 0.575 | 0.348 | 0.221 | 1.000 | 0.321 | 0.605 | 0.522 | 0.390 | 0.455 | 0.466 | 0.620 | 0.773 |
| red_blood_cell_count | 0.274 | 0.037 | 0.432 | 0.412 | 0.273 | 0.191 | 0.409 | 0.477 | 0.311 | 0.550 | 0.470 | 0.388 | 0.438 | 0.569 | 0.334 | 0.255 | 0.321 | 1.000 | 0.646 | 0.552 | 0.545 | 0.469 | 0.469 | 0.594 | 0.730 |
| hypertension | 0.549 | 0.392 | 0.357 | 0.549 | 0.370 | 0.446 | 0.471 | 0.180 | 0.364 | 0.059 | 0.605 | 0.419 | 0.289 | 0.372 | 0.177 | 0.056 | 0.605 | 0.646 | 1.000 | 0.600 | 0.312 | 0.333 | 0.360 | 0.336 | 0.582 |
| diabetes_mellitus | 0.527 | 0.367 | 0.284 | 0.458 | 0.549 | 0.576 | 0.365 | 0.179 | 0.301 | 0.016 | 0.521 | 0.450 | 0.321 | 0.289 | 0.145 | 0.043 | 0.522 | 0.552 | 0.600 | 1.000 | 0.256 | 0.313 | 0.296 | 0.167 | 0.550 |
| coronary_artery_disease | 0.188 | 0.208 | 0.000 | 0.332 | 0.382 | 0.306 | 0.278 | 0.143 | 0.211 | 0.000 | 0.271 | 0.158 | 0.161 | 0.194 | 0.165 | 0.133 | 0.390 | 0.545 | 0.312 | 0.256 | 1.000 | 0.135 | 0.152 | 0.000 | 0.220 |
| appet | 0.397 | 0.129 | 0.254 | 0.377 | 0.257 | 0.250 | 0.265 | 0.141 | 0.240 | 0.075 | 0.431 | 0.274 | 0.262 | 0.303 | 0.171 | 0.125 | 0.455 | 0.469 | 0.333 | 0.313 | 0.135 | 1.000 | 0.406 | 0.241 | 0.383 |
| pedal_edema | 0.332 | 0.116 | 0.160 | 0.474 | 0.165 | 0.207 | 0.318 | 0.272 | 0.216 | 0.135 | 0.436 | 0.352 | 0.282 | 0.403 | 0.077 | 0.108 | 0.466 | 0.469 | 0.360 | 0.296 | 0.152 | 0.406 | 1.000 | 0.191 | 0.365 |
| anemia | 0.263 | 0.127 | 0.286 | 0.344 | 0.145 | 0.135 | 0.454 | 0.375 | 0.328 | 0.168 | 0.690 | 0.249 | 0.163 | 0.315 | 0.155 | 0.000 | 0.620 | 0.594 | 0.336 | 0.167 | 0.000 | 0.241 | 0.191 | 1.000 | 0.314 |
| classification | 0.949 | 0.349 | 0.442 | 0.726 | 0.366 | 0.459 | 0.381 | 0.185 | 0.396 | 0.000 | 0.846 | 0.789 | 0.542 | 0.452 | 0.250 | 0.167 | 0.773 | 0.730 | 0.582 | 0.550 | 0.220 | 0.383 | 0.365 | 0.314 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| id | age | blood_pressure | specific_gravity | albumin | sugar | red_blood_cells | pus_cell | pus_cell_clumps | bacteria | blood_glucose_random | blood_urea | serum_creatinine | sodium | potassium | hemoglobin | packed_cell_volume | white_blood_cell_count | red_blood_cell_count | hypertension | diabetes_mellitus | coronary_artery_disease | appet | pedal_edema | anemia | classification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 48.0 | 80.0 | 1.020 | 1.0 | 0.0 | NaN | normal | notpresent | notpresent | 121.0 | 36.0 | 1.2 | NaN | NaN | 15.4 | 44 | 7800 | 5.2 | yes | yes | no | good | no | no | 1 |
| 1 | 1 | 7.0 | 50.0 | 1.020 | 4.0 | 0.0 | NaN | normal | notpresent | notpresent | NaN | 18.0 | 0.8 | NaN | NaN | 11.3 | 38 | 6000 | NaN | no | no | no | good | no | no | 1 |
| 2 | 2 | 62.0 | 80.0 | 1.010 | 2.0 | 3.0 | normal | normal | notpresent | notpresent | 423.0 | 53.0 | 1.8 | NaN | NaN | 9.6 | 31 | 7500 | NaN | no | yes | no | poor | no | yes | 1 |
| 3 | 3 | 48.0 | 70.0 | 1.005 | 4.0 | 0.0 | normal | abnormal | present | notpresent | 117.0 | 56.0 | 3.8 | 111.0 | 2.5 | 11.2 | 32 | 6700 | 3.9 | yes | no | no | poor | yes | yes | 1 |
| 4 | 4 | 51.0 | 80.0 | 1.010 | 2.0 | 0.0 | normal | normal | notpresent | notpresent | 106.0 | 26.0 | 1.4 | NaN | NaN | 11.6 | 35 | 7300 | 4.6 | no | no | no | good | no | no | 1 |
| 5 | 5 | 60.0 | 90.0 | 1.015 | 3.0 | 0.0 | NaN | NaN | notpresent | notpresent | 74.0 | 25.0 | 1.1 | 142.0 | 3.2 | 12.2 | 39 | 7800 | 4.4 | yes | yes | no | good | yes | no | 1 |
| 6 | 6 | 68.0 | 70.0 | 1.010 | 0.0 | 0.0 | NaN | normal | notpresent | notpresent | 100.0 | 54.0 | 24.0 | 104.0 | 4.0 | 12.4 | 36 | NaN | NaN | no | no | no | good | no | no | 1 |
| 7 | 7 | 24.0 | NaN | 1.015 | 2.0 | 4.0 | normal | abnormal | notpresent | notpresent | 410.0 | 31.0 | 1.1 | NaN | NaN | 12.4 | 44 | 6900 | 5 | no | yes | no | good | yes | no | 1 |
| 8 | 8 | 52.0 | 100.0 | 1.015 | 3.0 | 0.0 | normal | abnormal | present | notpresent | 138.0 | 60.0 | 1.9 | NaN | NaN | 10.8 | 33 | 9600 | 4.0 | yes | yes | no | good | no | yes | 1 |
| 9 | 9 | 53.0 | 90.0 | 1.020 | 2.0 | 0.0 | abnormal | abnormal | present | notpresent | 70.0 | 107.0 | 7.2 | 114.0 | 3.7 | 9.5 | 29 | 12100 | 3.7 | yes | yes | no | poor | no | yes | 1 |
| id | age | blood_pressure | specific_gravity | albumin | sugar | red_blood_cells | pus_cell | pus_cell_clumps | bacteria | blood_glucose_random | blood_urea | serum_creatinine | sodium | potassium | hemoglobin | packed_cell_volume | white_blood_cell_count | red_blood_cell_count | hypertension | diabetes_mellitus | coronary_artery_disease | appet | pedal_edema | anemia | classification | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 390 | 390 | 52.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 99.0 | 25.0 | 0.8 | 135.0 | 3.7 | 15.0 | 52 | 6300 | 5.3 | no | no | no | good | no | no | 0 |
| 391 | 391 | 36.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 85.0 | 16.0 | 1.1 | 142.0 | 4.1 | 15.6 | 44 | 5800 | 6.3 | no | no | no | good | no | no | 0 |
| 392 | 392 | 57.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 133.0 | 48.0 | 1.2 | 147.0 | 4.3 | 14.8 | 46 | 6600 | 5.5 | no | no | no | good | no | no | 0 |
| 393 | 393 | 43.0 | 60.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 117.0 | 45.0 | 0.7 | 141.0 | 4.4 | 13.0 | 54 | 7400 | 5.4 | no | no | no | good | no | no | 0 |
| 394 | 394 | 50.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 137.0 | 46.0 | 0.8 | 139.0 | 5.0 | 14.1 | 45 | 9500 | 4.6 | no | no | no | good | no | no | 0 |
| 395 | 395 | 55.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 140.0 | 49.0 | 0.5 | 150.0 | 4.9 | 15.7 | 47 | 6700 | 4.9 | no | no | no | good | no | no | 0 |
| 396 | 396 | 42.0 | 70.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 75.0 | 31.0 | 1.2 | 141.0 | 3.5 | 16.5 | 54 | 7800 | 6.2 | no | no | no | good | no | no | 0 |
| 397 | 397 | 12.0 | 80.0 | 1.020 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 100.0 | 26.0 | 0.6 | 137.0 | 4.4 | 15.8 | 49 | 6600 | 5.4 | no | no | no | good | no | no | 0 |
| 398 | 398 | 17.0 | 60.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 114.0 | 50.0 | 1.0 | 135.0 | 4.9 | 14.2 | 51 | 7200 | 5.9 | no | no | no | good | no | no | 0 |
| 399 | 399 | 58.0 | 80.0 | 1.025 | 0.0 | 0.0 | normal | normal | notpresent | notpresent | 131.0 | 18.0 | 1.1 | 141.0 | 3.5 | 15.8 | 53 | 6800 | 6.1 | no | no | no | good | no | no | 0 |